Period
to 22 June 2018

The following table provides summary statistics for permanent job vacancies advertised in the East of England with a requirement for NumPy skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited NumPy over the 6 months to 22 June 2018 with a comparison to the same period in the previous 2 years.

NumPy
England > East of England
6 months to
22 Jun 2018
Same period 2017 Same period 2016
Rank 346 359 381
Rank change year-on-year +13 +22 -
Permanent jobs citing NumPy 9 2 7
As % of all permanent IT jobs advertised in the East of England 0.073% 0.016% 0.050%
As % of the Libraries, Frameworks & Software Standards category 0.19% 0.041% 0.13%
Number of salaries quoted 9 2 6
East of England median annual salary £65,000 £57,500 £45,000
Median salary % change year-on-year +13.04% +27.78% -
England median annual salary £67,500 £75,000 £65,000
% change year-on-year -10.00% +15.38% -7.14%

NumPy is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the East of England with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
East of England
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 4,747 4,838 5,368
As % of all permanent IT jobs advertised in the East of England 38.74% 39.63% 37.99%
Number of salaries quoted 3,860 4,059 4,601
East of England median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - +5.88%
10th Percentile £30,000 £29,000 £26,750
90th Percentile £72,500 £65,000 £65,000
England median annual salary £50,000 £47,500 £47,500
% change year-on-year +5.26% - +5.56%

NumPy
Job Vacancy Trend in the East of England

Job postings citing NumPy as a percentage of all IT jobs advertised in the East of England.

Job vacancy trend for NumPy in the East of England

NumPy
Salary Trend in the East of England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing NumPy in the East of England.

Salary trend for NumPy in the East of England

NumPy
Salary Histogram in the East of England

The salary distribution of IT jobs citing NumPy in the East of England over the 6 months to 22 June 2018.

Salary histogram for NumPy in the East of England

NumPy
Job Locations in the East of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the East of England region over the 6 months to 22 June 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cambridgeshire -22 5 £40,000 -30.43% 4
Essex - 4 £90,000 -
NumPy
England

For the 6 months to 22 June 2018, IT jobs citing NumPy also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the East of England region with a requirement for NumPy.

1 6 (66.67%) PhD
1 6 (66.67%) Mathematics
1 6 (66.67%) Computer Science
1 6 (66.67%) Visualisation
1 6 (66.67%) Data Visualisation
1 6 (66.67%) Machine Learning
1 6 (66.67%) Analytics
1 6 (66.67%) Apache Spark
1 6 (66.67%) Data Science
2 5 (55.56%) Python
3 4 (44.44%) MATLAB
3 4 (44.44%) Degree
3 4 (44.44%) KNIME
3 4 (44.44%) Algorithms
3 4 (44.44%) Pandas
3 4 (44.44%) Tableau
3 4 (44.44%) Weka
3 4 (44.44%) R
4 3 (33.33%) SciPy
4 3 (33.33%) Anomaly Detection
4 3 (33.33%) Data Analytics
4 3 (33.33%) Master's Degree
4 3 (33.33%) Problem-Solving
4 3 (33.33%) Physics
4 3 (33.33%) Statistics
4 3 (33.33%) Data Management
4 3 (33.33%) SQL Server Reporting Services
4 3 (33.33%) Artificial Intelligence
4 3 (33.33%) SQL
4 3 (33.33%) Data Mining

NumPy
Co-occurring IT Skills in the East of England by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 6 (66.67%) Apache Spark
2 2 (22.22%) SAS
Applications
1 4 (44.44%) Weka
2 2 (22.22%) SPSS
Communications & Networking
1 2 (22.22%) SMS
Database & Business Intelligence
1 4 (44.44%) KNIME
2 3 (33.33%) Data Mining
2 3 (33.33%) SQL Server Reporting Services
3 2 (22.22%) Big Data
3 2 (22.22%) Hadoop
4 1 (11.11%) Data Warehouse
4 1 (11.11%) Power BI
4 1 (11.11%) Qlik Sense
4 1 (11.11%) Spotfire
4 1 (11.11%) SQL Server Analysis Services
4 1 (11.11%) SQL Server Integration Services
Job Titles
1 5 (55.56%) Data Scientist
2 1 (11.11%) Data Engineer
2 1 (11.11%) Data Visualisation Specialist
2 1 (11.11%) Developer
2 1 (11.11%) Graduate
2 1 (11.11%) Python Engineer
2 1 (11.11%) SQL Developer
2 1 (11.11%) SSRS Developer
Libraries, Frameworks & Software Standards
1 4 (44.44%) Pandas
2 3 (33.33%) SciPy
3 2 (22.22%) Keras
3 2 (22.22%) scikit-learn
4 1 (11.11%) Torch
Miscellaneous
1 6 (66.67%) Computer Science
2 4 (44.44%) Algorithms
3 2 (22.22%) Analytical Skills
Processes & Methodologies
1 6 (66.67%) Analytics
1 6 (66.67%) Data Science
1 6 (66.67%) Data Visualisation
1 6 (66.67%) Machine Learning
1 6 (66.67%) Mathematics
1 6 (66.67%) Visualisation
2 3 (33.33%) Anomaly Detection
2 3 (33.33%) Artificial Intelligence
2 3 (33.33%) Data Analytics
2 3 (33.33%) Data Management
2 3 (33.33%) Physics
2 3 (33.33%) Problem-Solving
2 3 (33.33%) Statistics
3 2 (22.22%) Numerical Analysis
3 2 (22.22%) Operations Research
3 2 (22.22%) Prototyping
3 2 (22.22%) Rapid Prototyping
3 2 (22.22%) Software Engineering
3 2 (22.22%) Stochastic Modelling
4 1 (11.11%) Issue Tracking
Programming Languages
1 5 (55.56%) Python
2 4 (44.44%) MATLAB
2 4 (44.44%) R
3 3 (33.33%) SQL
4 1 (11.11%) C
4 1 (11.11%) C++
4 1 (11.11%) Java
4 1 (11.11%) T-SQL
Qualifications
1 6 (66.67%) PhD
2 4 (44.44%) Degree
3 3 (33.33%) Master's Degree
4 1 (11.11%) Numerate Degree
Vendors
1 4 (44.44%) Tableau